{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# package import\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from testCases import *\n",
    "import sklearn\n",
    "import sklearn.datasets\n",
    "import sklearn.linear_model\n",
    "from planar_utils import plot_decision_boundary, sigmoid, load_planar_dataset, load_extra_datasets\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "np.random.seed(1) # set a seed so that the results are conistent\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "X,Y = load_planar_dataset()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x20ad13f2e48>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize the data\n",
    "plt.scatter(X[0, :], X[1, :], c=np.squeeze(Y), s=40, cmap=plt.cm.Spectral)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The shape of X is :(2, 400)\n",
      "The shape of Y is :(1, 400)\n",
      "I have  400 training examples.\n"
     ]
    }
   ],
   "source": [
    "shape_X = X.shape\n",
    "shape_Y = Y.shape\n",
    "m = shape_X[1] # size of the training set\n",
    "\n",
    "print(\"The shape of X is :\"+ str(shape_X))\n",
    "print(\"The shape of Y is :\"+ str(shape_Y))\n",
    "print(\"I have  %d training examples.\" %(m))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:578: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LogisticRegressionCV(Cs=10, class_weight=None, cv=None, dual=False,\n",
       "           fit_intercept=True, intercept_scaling=1.0, max_iter=100,\n",
       "           multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\n",
       "           refit=True, scoring=None, solver='lbfgs', tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1. train the logistic regression classifier\n",
    "clf = sklearn.linear_model.LogisticRegressionCV()\n",
    "clf.fit(X.T,Y.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "逻辑回归的准确性： 47 % (正确标记的数据点所占的百分比)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the decision boundary for LR \n",
    "plot_decision_boundary(lambda x: clf.predict(x), X, Y) #绘制决策边界\n",
    "plt.title(\"Logistic Regression\") #图标题\n",
    "LR_predictions  = clf.predict(X.T) #预测结果\n",
    "print (\"逻辑回归的准确性： %d \" % float((np.dot(Y, LR_predictions) + \n",
    "        np.dot(1 - Y,1 - LR_predictions)) / float(Y.size) * 100) +\n",
    "       \"% \" + \"(正确标记的数据点所占的百分比)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构建神经网络\n",
    "# 1.定义结构 2.初始化参数 3. 循环（前向传播，损失计算、反向传播，梯度下降更新参数）\n",
    "\n",
    "# 1. 定义结构\n",
    "def layer_sizes(X, Y):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "        X：训练集(特征数，m)\n",
    "        Y：标签 (1,m)\n",
    "    返回值：\n",
    "    n_x: 输入层的神经元数量\n",
    "    n_h: 隐藏层的神经元数量\n",
    "    n_y: the size of the output layer\n",
    "\n",
    "    \"\"\"\n",
    "    n_x = X.shape[0]\n",
    "    n_h = 4\n",
    "    n_y = Y.shape[0]\n",
    "    return (n_x,n_h,n_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The size of the input layer is: n_x = 5\n",
      "The size of the hidden layer is: n_h = 4\n",
      "The size of the output layer is: n_y = 2\n"
     ]
    }
   ],
   "source": [
    "# test layer_sizes\n",
    "X_asses, Y_asses = layer_sizes_test_case()\n",
    "(n_x, n_h, n_y) = layer_sizes(X_asses, Y_asses)\n",
    "print(\"The size of the input layer is: n_x = \" + str(n_x))\n",
    "print(\"The size of the hidden layer is: n_h = \" + str(n_h))\n",
    "print(\"The size of the output layer is: n_y = \" + str(n_y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initialize paramenters\n",
    "def initialize_parameters(n_x, n_h, n_y):\n",
    "    \"\"\"\n",
    "    Argument:\n",
    "    n_x -- size of the input layer\n",
    "    n_h -- size of the hidden layer\n",
    "    n_y -- size of the output layer\n",
    "    \n",
    "    Returns:\n",
    "    params -- python dictionary containing your parameters:\n",
    "                    W1 -- weight matrix of shape (n_h, n_x)\n",
    "                    b1 -- bias vector of shape (n_h, 1)\n",
    "                    W2 -- weight matrix of shape (n_y, n_h)\n",
    "                    b2 -- bias vector of shape (n_y, 1)\n",
    "    \"\"\"\n",
    "    np.random.seed(2) #set up a seed to keep the outputs are the same\n",
    "    W1 = np.random.randn(n_h,n_x) * 0.01\n",
    "    b1 = np.zeros(shape=(n_h, 1))\n",
    "    W2 = np.random.randn(n_y,n_h) * 0.01\n",
    "    b2 = np.zeros(shape=(n_y, 1))\n",
    "    \n",
    "    assert(W1.shape == (n_h, n_x))\n",
    "    assert(b1.shape == (n_h, 1))\n",
    "    assert(W2.shape == (n_y, n_h))\n",
    "    assert(b2.shape == (n_y, 1))\n",
    "    \n",
    "    parameters = {\"W1\": W1, \"b1\":b1, \"W2\":W2, \"b2\":b2}\n",
    "    return parameters\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'init_parameters' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-10-5c7b8d5522af>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m# test init_paraments\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0mn_x\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_h\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_y\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minitialize_parameters_test_case\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mparameters\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0minit_parameters\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn_x\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_h\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_y\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"W1=\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparameters\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"W1\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"b1=\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparameters\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"b1\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'init_parameters' is not defined"
     ]
    }
   ],
   "source": [
    "# test init_paraments\n",
    "n_x, n_h, n_y = initialize_parameters_test_case()\n",
    "parameters = init_parameters(n_x, n_h, n_y)\n",
    "print(\"W1=\" + str(parameters[\"W1\"]))\n",
    "print(\"b1=\" + str(parameters[\"b1\"]))\n",
    "print(\"W2=\" + str(parameters[\"W2\"]))\n",
    "print(\"b2=\" + str(parameters[\"b2\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3. 向前传播\n",
    "def forward_propagation( X , parameters ):\n",
    "    \"\"\"\n",
    "    参数：\n",
    "         X - 维度为（n_x，m）的输入数据。\n",
    "         parameters - 初始化函数（initialize_parameters）的输出\n",
    "\n",
    "    返回：\n",
    "         A2 - 使用sigmoid()函数计算的第二次激活后的数值\n",
    "         cache - 包含“Z1”，“A1”，“Z2”和“A2”的字典类型变量\n",
    "     \"\"\"\n",
    "    W1 = parameters[\"W1\"]\n",
    "    b1 = parameters[\"b1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    b2 = parameters[\"b2\"]\n",
    "    #前向传播计算A2\n",
    "    Z1 = np.dot(W1 , X) + b1\n",
    "    A1 = np.tanh(Z1)\n",
    "    Z2 = np.dot(W2 , A1) + b2\n",
    "    A2 = sigmoid(Z2)\n",
    "    #使用断言确保我的数据格式是正确的\n",
    "    assert(A2.shape == (1,X.shape[1]))\n",
    "    cache = {\"Z1\": Z1,\n",
    "             \"A1\": A1,\n",
    "             \"Z2\": Z2,\n",
    "             \"A2\": A2}\n",
    "\n",
    "    return (A2, cache)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X.shape:(2, 3)\n",
      "Z1:[[-0.00616586  0.0020626   0.0034962 ]\n",
      " [-0.05229879  0.02726335 -0.02646869]\n",
      " [-0.02009991  0.00368692  0.02884556]\n",
      " [ 0.02153007 -0.01385322  0.02600471]]\n",
      "A1:[[-0.00616578  0.0020626   0.00349619]\n",
      " [-0.05225116  0.02725659 -0.02646251]\n",
      " [-0.02009721  0.0036869   0.02883756]\n",
      " [ 0.02152675 -0.01385234  0.02599885]]\n",
      "Z2:[[ 0.00092281 -0.00056678  0.00095853]]\n",
      "A2:[[0.5002307  0.49985831 0.50023963]]\n",
      "-0.0004997557777419902 -0.000496963353231779 0.00043818745095914653 0.500109546852431\n"
     ]
    }
   ],
   "source": [
    "# test forward_propagation\n",
    "X_assess, parameters = forward_propagation_test_case()\n",
    "A2, cache = forward_propagation(X_assess, parameters)\n",
    "print(\"X.shape:\" + str(X_assess.shape))\n",
    "print(\"Z1:\" + str(cache[\"Z1\"]))\n",
    "print(\"A1:\" + str(cache[\"A1\"]))\n",
    "print(\"Z2:\" + str(cache[\"Z2\"]))\n",
    "print(\"A2:\" + str(cache[\"A2\"]))\n",
    "\n",
    "# just used to compare the result\n",
    "print(np.mean(cache[\"Z1\"]), np.mean(cache[\"A1\"]), np.mean(cache[\"Z2\"]), np.mean(cache[\"A2\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_cost(A2,Y,parameters):\n",
    "    \"\"\"\n",
    "    计算方程（6）中给出的交叉熵成本，\n",
    "\n",
    "    参数：\n",
    "         A2 - 使用sigmoid()函数计算的第二次激活后的数值\n",
    "         Y - \"True\"标签向量,维度为（1，数量）\n",
    "         parameters - 一个包含W1，B1，W2和B2的字典类型的变量\n",
    "\n",
    "    返回：\n",
    "         成本 - 交叉熵成本给出方程（13）\n",
    "    \"\"\"\n",
    "\n",
    "    m = Y.shape[1]\n",
    "    W1 = parameters[\"W1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "\n",
    "    #计算成本\n",
    "    logprobs = logprobs = np.multiply(np.log(A2), Y) + np.multiply((1 - Y), np.log(1 - A2))\n",
    "    cost = - np.sum(logprobs) / m\n",
    "    cost = float(np.squeeze(cost))\n",
    "\n",
    "    assert(isinstance(cost,float))\n",
    "\n",
    "    return cost\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost=0.6929198937761266\n"
     ]
    }
   ],
   "source": [
    "# test \n",
    "A2, Y_assess, parameters = compute_cost_test_case()\n",
    "print(\"cost=\" + str(compute_cost(A2,Y_assess,parameters)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# backward_propagation\n",
    "def backward_propagation(parameters,cache,X,Y):\n",
    "    \"\"\"\n",
    "    使用上述说明搭建反向传播函数。\n",
    "\n",
    "    参数：\n",
    "     parameters - 包含我们的参数的一个字典类型的变量。\n",
    "     cache - 包含“Z1”，“A1”，“Z2”和“A2”的字典类型的变量。\n",
    "     X - 输入数据，维度为（2，数量）\n",
    "     Y - “True”标签，维度为（1，数量）\n",
    "\n",
    "    返回：\n",
    "     grads - 包含W和b的导数一个字典类型的变量。\n",
    "    \"\"\"\n",
    "    m = X.shape[1]\n",
    "\n",
    "    W1 = parameters[\"W1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "\n",
    "    A1 = cache[\"A1\"]\n",
    "    A2 = cache[\"A2\"]\n",
    "\n",
    "    dZ2= A2 - Y\n",
    "    dW2 = (1 / m) * np.dot(dZ2, A1.T)\n",
    "    db2 = (1 / m) * np.sum(dZ2, axis=1, keepdims=True)\n",
    "    dZ1 = np.multiply(np.dot(W2.T, dZ2), 1 - np.power(A1, 2))\n",
    "    dW1 = (1 / m) * np.dot(dZ1, X.T)\n",
    "    db1 = (1 / m) * np.sum(dZ1, axis=1, keepdims=True)\n",
    "    grads = {\"dW1\": dW1,\n",
    "             \"db1\": db1,\n",
    "             \"dW2\": dW2,\n",
    "             \"db2\": db2 }\n",
    "\n",
    "    return grads\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dW1 = [[ 0.01018708 -0.00708701]\n",
      " [ 0.00873447 -0.0060768 ]\n",
      " [-0.00530847  0.00369379]\n",
      " [-0.02206365  0.01535126]]\n",
      "db1 = [[-0.00069728]\n",
      " [-0.00060606]\n",
      " [ 0.000364  ]\n",
      " [ 0.00151207]]\n",
      "dW2 = [[ 0.00363613  0.03153604  0.01162914 -0.01318316]]\n",
      "db2 = [[0.06589489]]\n"
     ]
    }
   ],
   "source": [
    "# test\n",
    "parameters, cache, X_assess, Y_assess = backward_propagation_test_case()\n",
    "grads = backward_propagation(parameters, cache, X_assess, Y_assess)\n",
    "print (\"dW1 = \"+ str(grads[\"dW1\"]))\n",
    "print (\"db1 = \"+ str(grads[\"db1\"]))\n",
    "print (\"dW2 = \"+ str(grads[\"dW2\"]))\n",
    "print (\"db2 = \"+ str(grads[\"db2\"]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# update parameters\n",
    "# 使用(dW1, db1, dW2, db2)来更新(W1, b1, W2, b2)\n",
    "def update_parameters(parameters, grads, learning_rate = 1.2):\n",
    "    \"\"\"\n",
    "    Updates parameters using the gradient descent update rule given above\n",
    "    \n",
    "    Arguments:\n",
    "    parameters -- python dictionary containing your parameters \n",
    "    grads -- python dictionary containing your gradients \n",
    "    \n",
    "    Returns:\n",
    "    parameters -- python dictionary containing your updated parameters \n",
    "    \"\"\"\n",
    "    # Retrieve each parameter from the dictionary \"parameters\"\n",
    "    ### START CODE HERE ### (≈ 4 lines of code)\n",
    "    W1 = parameters[\"W1\"]\n",
    "    b1 = parameters[\"b1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    b2 = parameters[\"b2\"]\n",
    "    ### END CODE HERE ###\n",
    "    \n",
    "    # Retrieve each gradient from the dictionary \"grads\"\n",
    "    ### START CODE HERE ### (≈ 4 lines of code)\n",
    "    dW1 = grads[\"dW1\"]\n",
    "    db1 = grads[\"db1\"]\n",
    "    dW2 = grads[\"dW2\"]\n",
    "    db2 = grads[\"db2\"]\n",
    "    ## END CODE HERE ###\n",
    "    \n",
    "    # Update rule for each parameter\n",
    "    ### START CODE HERE ### (≈ 4 lines of code)\n",
    "    W1 = W1 - learning_rate * dW1\n",
    "    b1 = b1 - learning_rate * db1\n",
    "    W2 = W2 - learning_rate * dW2\n",
    "    b2 = b2 - learning_rate * db2\n",
    "    ### END CODE HERE ###\n",
    "    \n",
    "    parameters = {\"W1\": W1,\n",
    "                  \"b1\": b1,\n",
    "                  \"W2\": W2,\n",
    "                  \"b2\": b2}\n",
    "    \n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W1 = [[-0.00643025  0.01936718]\n",
      " [-0.02410458  0.03978052]\n",
      " [-0.01653973 -0.02096177]\n",
      " [ 0.01046864 -0.05990141]]\n",
      "b1 = [[-1.02420756e-06]\n",
      " [ 1.27373948e-05]\n",
      " [ 8.32996807e-07]\n",
      " [-3.20136836e-06]]\n",
      "W2 = [[-0.01041081 -0.04463285  0.01758031  0.04747113]]\n",
      "b2 = [[0.00010457]]\n"
     ]
    }
   ],
   "source": [
    "# test\n",
    "parameters, grads = update_parameters_test_case()\n",
    "parameters = update_parameters(parameters, grads)\n",
    "\n",
    "print(\"W1 = \" + str(parameters[\"W1\"]))\n",
    "print(\"b1 = \" + str(parameters[\"b1\"]))\n",
    "print(\"W2 = \" + str(parameters[\"W2\"]))\n",
    "print(\"b2 = \" + str(parameters[\"b2\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def nn_model(X, Y, n_h, num_iterations = 10000, print_cost=False):\n",
    "    \"\"\"\n",
    "    Arguments:\n",
    "    X -- dataset of shape (2, number of examples)\n",
    "    Y -- labels of shape (1, number of examples)\n",
    "    n_h -- size of the hidden layer\n",
    "    num_iterations -- Number of iterations in gradient descent loop\n",
    "    print_cost -- if True, print the cost every 1000 iterations\n",
    "    \n",
    "    Returns:\n",
    "    parameters -- parameters learnt by the model. They can then be used to predict.\n",
    "    \"\"\"\n",
    "    \n",
    "    np.random.seed(3)\n",
    "    n_x = layer_sizes(X, Y)[0]\n",
    "    n_y = layer_sizes(X, Y)[2]\n",
    "    \n",
    "    # Initialize parameters, then retrieve W1, b1, W2, b2. Inputs: \"n_x, n_h, n_y\". Outputs = \"W1, b1, W2, b2, parameters\".\n",
    "    ### START CODE HERE ### (≈ 5 lines of code)\n",
    "    parameters = initialize_parameters(n_x, n_h, n_y)\n",
    "    W1 = parameters[\"W1\"]\n",
    "    b1 = parameters[\"b1\"]\n",
    "    W2 = parameters[\"W2\"]\n",
    "    b2 = parameters[\"b2\"]\n",
    "    ### END CODE HERE ###\n",
    "    \n",
    "    # Loop (gradient descent)\n",
    "\n",
    "    for i in range(0, num_iterations):\n",
    "         \n",
    "        ### START CODE HERE ### (≈ 4 lines of code)\n",
    "        # Forward propagation. Inputs: \"X, parameters\". Outputs: \"A2, cache\".\n",
    "        A2, cache = forward_propagation(X, parameters)\n",
    "        \n",
    "        # Cost function. Inputs: \"A2, Y, parameters\". Outputs: \"cost\".\n",
    "        cost = compute_cost(A2, Y, parameters)\n",
    " \n",
    "        # Backpropagation. Inputs: \"parameters, cache, X, Y\". Outputs: \"grads\".\n",
    "        grads = backward_propagation(parameters, cache, X, Y)\n",
    " \n",
    "        # Gradient descent parameter update. Inputs: \"parameters, grads\". Outputs: \"parameters\".\n",
    "        parameters = update_parameters(parameters, grads)\n",
    "        \n",
    "        ### END CODE HERE ###\n",
    "        \n",
    "        # Print the cost every 1000 iterations\n",
    "        if print_cost and i % 1000 == 0:\n",
    "            print (\"Cost after iteration %i: %f\" %(i, cost))\n",
    "\n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:19: RuntimeWarning: divide by zero encountered in log\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W1 = [[-4.18494482  5.33220319]\n",
      " [-7.52989354  1.24306197]\n",
      " [-4.19295428  5.32631786]\n",
      " [ 7.52983748 -1.24309404]]\n",
      "b1 = [[ 2.32926815]\n",
      " [ 3.7945905 ]\n",
      " [ 2.33002544]\n",
      " [-3.79468791]]\n",
      "W2 = [[-6033.83672179 -6008.12981272 -6033.10095329  6008.06636901]]\n",
      "b2 = [[-52.66607704]]\n"
     ]
    }
   ],
   "source": [
    "#test\n",
    "X_assess, Y_assess = nn_model_test_case()\n",
    "\n",
    "parameters = nn_model(X_assess, Y_assess, 4, num_iterations=10000, print_cost=False)\n",
    "print(\"W1 = \" + str(parameters[\"W1\"]))\n",
    "print(\"b1 = \" + str(parameters[\"b1\"]))\n",
    "print(\"W2 = \" + str(parameters[\"W2\"]))\n",
    "print(\"b2 = \" + str(parameters[\"b2\"]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# predict\n",
    "def predict(parameters,X):\n",
    "    A2 , cache = forward_propagation(X,parameters)\n",
    "    predictions = np.round(A2)\n",
    "\n",
    "    return predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1. 0. 1.]]\n",
      "predict.mean=0.6666666666666666\n"
     ]
    }
   ],
   "source": [
    "#test\n",
    "parameters, X_assess = predict_test_case()\n",
    "\n",
    "predictions = predictions = predict(parameters,X_assess)\n",
    "print(str(predictions))\n",
    "print(\"predict.mean=\" + str(np.mean(predictions)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cost after iteration 0: 0.693048\n",
      "Cost after iteration 1000: 0.288083\n",
      "Cost after iteration 2000: 0.254385\n",
      "Cost after iteration 3000: 0.233864\n",
      "Cost after iteration 4000: 0.226792\n",
      "Cost after iteration 5000: 0.222644\n",
      "Cost after iteration 6000: 0.219731\n",
      "Cost after iteration 7000: 0.217504\n",
      "Cost after iteration 8000: 0.219504\n",
      "Cost after iteration 9000: 0.218571\n",
      "准确率: 90%\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "parameters = nn_model(X, Y, n_h = 4, num_iterations=10000, print_cost=True)\n",
    "\n",
    "#绘制边界\n",
    "plot_decision_boundary(lambda x: predict(parameters, x.T), X, Y)\n",
    "plt.title(\"Decision Boundary for hidden layer size \" + str(4))\n",
    "\n",
    "predictions = predict(parameters, X)\n",
    "print ('准确率: %d' % float((np.dot(Y, predictions.T) + np.dot(1 - Y, 1 - predictions.T)) / float(Y.size) * 100) + '%')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "隐藏层的节点数量：1准确率: 67.5\n",
      "隐藏层的节点数量：2准确率: 67.25\n",
      "隐藏层的节点数量：3准确率: 90.75\n",
      "隐藏层的节点数量：4准确率: 90.5\n",
      "隐藏层的节点数量：5准确率: 91.25\n",
      "隐藏层的节点数量：20准确率: 90.0\n",
      "隐藏层的节点数量：50准确率: 90.75\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x2304 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 更改隐藏层结点数\n",
    "plt.figure(figsize=(16,32))\n",
    "hidden_layer_sizes = [1,2,3,4,5,20,50]\n",
    "for i, n_h in enumerate(hidden_layer_sizes):\n",
    "    plt.subplot(5,2,i+1)\n",
    "    plt.title(\"hidden layer of size=\" + str(n_h))\n",
    "    parameters = nn_model(X,Y,n_h,num_iterations=5000)\n",
    "    plot_decision_boundary(lambda x:predict(parameters, x.T), X, Y)\n",
    "    predictions = predict(parameters,X)\n",
    "    accuracy = float((np.dot(Y, predictions.T) + np.dot(1 - Y, 1 - predictions.T)) / float(Y.size) * 100)\n",
    "   \n",
    "    print(\"隐藏层的节点数量：\" + str(n_h) + \"准确率: \" + str(accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 最好的隐藏层大小似乎在n_h = 5附近, 后面学习有关正则化的知识，它允许我们使用非常大的模型（如n_h = 50），而不会出现太多过度拟合。\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x20a800bd9e8>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "noisy_circles, noisy_moons, blobs, gaussian_quantiles, no_structure = load_extra_datasets()\n",
    "datasets = {\"noisy_circles\": noisy_circles,\n",
    "            \"noisy_moons\": noisy_moons,\n",
    "            \"blobs\": blobs,\n",
    "            \"gaussian_quantiles\": gaussian_quantiles}\n",
    "\n",
    "dataset = \"blobs\"\n",
    "X, Y = datasets[dataset]\n",
    "X, Y = X.T, Y.reshape(1, Y.shape[0])\n",
    "if dataset == \"blobs\":\n",
    "    Y = Y % 2\n",
    "plt.scatter(X[0, :], X[1, :], c=np.squeeze(Y), s=40, cmap=plt.cm.Spectral)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
